Data Mining and Knowledge Discovery Handbook

Part VII: Applications

Chapter List

Chapter 52: Data Mining in Medicine
Chapter 53: Learning Information Patterns in Biological Databases Stochastic Data Mining
Chapter 54: Data Mining for Selection of Manufacturing Processes
Chapter 55: Data Mining of Design Products and Processes
Chapter 56: Data Mining in Telecommunications
Chapter 57: Data Mining for Financial Applications
Chapter 58: Data Mining for Intrusion Detection
Chapter 59: Data Mining for Software Testing
Chapter 60: Data Mining for CRM
Chapter 61: Data Mining for Target Marketing

Nada Lavra?
Jo ef Stefan Institute, Jamova 39, 1000 Ljubljana, Slovenia,
Nova Gorica Polytechnic, Vipavska 13, 5000 Nova Gorica, Slovenia

Bla Zupan
Faculty of Computer and Information Science, University of Ljubljana, Tr a ka 25, 1000 Ljubljana, Slovenia
Department of Molecular and Human Genetics, Baylor College of Medicine, 1 Baylor Plaza,

Houston, TX 77030, USA

Overview

Abstract

Extensive amounts of data stored in medical databases require the development of specialized tools for accessing the data, data analysis, knowledge discovery, and effective use of stored knowledge and data. This chapter focuses on Data Mining methods and tools for knowledge discovery. The chapter sketches the selected Data Mining techniques, and illustrates their applicability to medical diagnostic and prognostic problems.

Keywords:

Data Mining in Medicine, Inductive Logic Programming, Decision Trees, Rule Induction, Case-based Reasoning, Instance-based Learning, Supervised Learning, Neural Networks

1. Introduction

Extensive amounts of knowledge and data stored in medical databases require the development of specialized tools for accessing the data, data analysis, knowledge discovery, and effective use of stored knowledge and data, since the increase in data volume...

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